{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "from sklearn.datasets import load_digits\n",
    "import numpy as np\n",
    "import time\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "digits = load_digits(n_class=5)\n",
    "X = digits.data\n",
    "y = digits.target\n",
    "n_img_per_row = 20\n",
    "img = np.zeros((10 * n_img_per_row, 10 * n_img_per_row))\n",
    "for i in range(n_img_per_row):\n",
    "    ix = 10 * i + 1\n",
    "    for j in range(n_img_per_row):\n",
    "        iy = 10 * j + 1\n",
    "        img[ix:ix + 8, iy:iy + 8] = X[i * n_img_per_row + j].reshape((8, 8))\n",
    "        plt.imshow(img, cmap=plt.cm.binary)\n",
    "        plt.title('A selection from the 64-dimensional digits dataset')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "def plot_embedding_3d(X, title=None):\n",
    "    #坐标缩放到[0,1]区间\n",
    "    x_min, x_max = np.min(X, axis=0), np.max(X, axis=0)\n",
    "    X = (X - x_min) / (x_max - x_min)\n",
    "    #降维后的坐标为（X[i, 0], X[i, 1],X[i,2]），在该位置画出对应的digits\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "    for i in range(X.shape[0]):\n",
    "        ax.text(X[i, 0], X[i, 1], X[i, 2], str(digits.target[i]), color=plt.cm.Set1(y[i] / 10.),\n",
    "                fontdict={'weight': 'bold', 'size': 9})\n",
    "        if title is not None:\n",
    "            plt.title(title)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing t-SNE embedding\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\envs\\dl_base\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:793: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  FutureWarning,\n",
      "D:\\Anaconda3\\envs\\dl_base\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:986: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n",
      "  FutureWarning,\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Computing t-SNE embedding\")\n",
    "tsne = TSNE(n_components=3, init='pca', random_state=0)\n",
    "X_tsne = tsne.fit_transform(X)\n",
    "t0 = time.time()\n",
    "plot_embedding_3d(X_tsne, \"t-SNE 3D (time %.2fs)\" % (time.time() - t0))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}